{"id":13992,"date":"2024-01-03T18:48:12","date_gmt":"2024-01-03T15:18:12","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%d9%85%d9%88%d9%82%d8%b9%db%8c%d8%aa-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d9%86%d9%82%d8%b7%d9%87-%da%a9%d9%84%db%8c%d8%af-%d8%a8%d8%a7-yolov7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c\/"},"modified":"2024-01-03T18:48:12","modified_gmt":"2024-01-03T15:18:12","slug":"%d8%aa%d8%ae%d9%85%db%8c%d9%86-%d9%85%d9%88%d9%82%d8%b9%db%8c%d8%aa-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d9%86%d9%82%d8%b7%d9%87-%da%a9%d9%84%db%8c%d8%af-%d8%a8%d8%a7-yolov7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%d9%85%d9%88%d9%82%d8%b9%db%8c%d8%aa-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d9%86%d9%82%d8%b7%d9%87-%da%a9%d9%84%db%8c%d8%af-%d8%a8%d8%a7-yolov7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c\/","title":{"rendered":"\u062a\u062e\u0645\u06cc\u0646 \u0645\u0648\u0642\u0639\u06cc\u062a\/\u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f \u0628\u0627 YOLOv7 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%d9%85%d9%88%d9%82%d8%b9%db%8c%d8%aa-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d9%86%d9%82%d8%b7%d9%87-%da%a9%d9%84%db%8c%d8%af-%d8%a8%d8%a7-yolov7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%d9%85%d9%88%d9%82%d8%b9%db%8c%d8%aa-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d9%86%d9%82%d8%b7%d9%87-%da%a9%d9%84%db%8c%d8%af-%d8%a8%d8%a7-yolov7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c\/#yolo_%d9%88_%d8%aa%d8%ae%d9%85%db%8c%d9%86_%d9%be%d9%88%d8%b3\" >YOLO \u0648 \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0633<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%d9%85%d9%88%d9%82%d8%b9%db%8c%d8%aa-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d9%86%d9%82%d8%b7%d9%87-%da%a9%d9%84%db%8c%d8%af-%d8%a8%d8%a7-yolov7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c\/#%d8%af%d8%b1_%d8%ad%d8%a7%d9%84_%d9%86%d8%b5%d8%a8_yolov7\" >\u062f\u0631 \u062d\u0627\u0644 \u0646\u0635\u0628 YOLOv7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%d9%85%d9%88%d9%82%d8%b9%db%8c%d8%aa-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d9%86%d9%82%d8%b7%d9%87-%da%a9%d9%84%db%8c%d8%af-%d8%a8%d8%a7-yolov7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c\/#%d8%af%d8%b1_%d8%ad%d8%a7%d9%84_%d8%a8%d8%a7%d8%b1%da%af%db%8c%d8%b1%db%8c_%d9%85%d8%af%d9%84_%d8%aa%d8%ae%d9%85%db%8c%d9%86_%d9%be%d9%88%d8%b3_yolov7\" >\u062f\u0631 \u062d\u0627\u0644 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0633 YOLOv7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%d9%85%d9%88%d9%82%d8%b9%db%8c%d8%aa-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d9%86%d9%82%d8%b7%d9%87-%da%a9%d9%84%db%8c%d8%af-%d8%a8%d8%a7-yolov7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 6<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0645\u06cc\u062f\u0627\u0646 \u0628\u0632\u0631\u06af\u06cc \u062f\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0627\u0633\u062a \u0648 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u062f\u0631 \u0637\u0628\u06cc\u0639\u062a \u0627\u0633\u062a.  \u0627\u0632 \u0622\u0646\u060c \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f (\u06a9\u0647 \u0627\u063a\u0644\u0628 \u0628\u0631\u0627\u06cc \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f) \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f.<\/p>\n<p>\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0646\u06cc\u0633\u062a\u060c \u0639\u0645\u062f\u062a\u0627\u064b \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u0647\u200c\u062c\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0648 \u0686\u0627\u0631\u0686\u0648\u0628\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062a\u0648\u0633\u0637 \u0645\u062d\u0642\u0642\u0627\u0646\u060c \u0646\u06af\u0647\u062f\u0627\u0631\u06cc\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u0646\u0641\u0631\u062f \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.  \u0628\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0636\u0631\u0648\u0631\u06cc \u062f\u0631 \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u0645\u0627\u0646\u0646\u062f TensorFlow \u06cc\u0627 PyTorch \u0648 \u062d\u0641\u0638 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644\u200c\u0647\u0627\u06cc API \u06a9\u0647 \u062a\u0627\u06a9\u0646\u0648\u0646 \u062a\u0648\u0633\u0639\u0647 \u0631\u0627 \u0647\u062f\u0627\u06cc\u062a \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u062f\u0634\u0648\u0627\u0631 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 \u0627\u0645\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0631\u0627 \u062a\u0627 \u062d\u062f\u0648\u062f\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631\u060c \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u067e\u0631\u0645\u062e\u0627\u0637\u0628\u200c\u062a\u0631 (\u0627\u0645\u0627 \u0646\u0647 \u0647\u0645\u06cc\u0634\u0647) \u0648 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/p>\n<p>\u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u062f\u0647 \u0647\u0627 &#8211; Ultralytics \u06cc\u06a9 API \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0633\u0627\u062f\u0647\u060c \u0628\u0633\u06cc\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0632\u06cc\u0628\u0627 \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 YOLOv5 \u062e\u0648\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0633\u0627\u06cc\u0631 \u062a\u06cc\u0645 \u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0648 \u062a\u0648\u0633\u0639\u0647 \u0628\u0647 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u062a\u0631 \u0645\u0627\u0646\u0646\u062f YOLOv7 \u06af\u0633\u062a\u0631\u0634 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.<\/p>\n<blockquote>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u06a9\u0648\u062a\u0627\u0647\u060c \u0645\u0627 \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0633 (\u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f) \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631\u06cc\u0646 YOLOv7 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f.<\/p>\n<\/blockquote>\n<p>\u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0627\u0637 \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0627\u0634\u0646\u062f &#8211; \u0642\u0633\u0645\u062a\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0635\u0648\u0631\u062a\u060c \u0627\u0646\u062f\u0627\u0645\u200c\u0647\u0627\u06cc \u0628\u062f\u0646 \u0648 \u063a\u06cc\u0631\u0647. \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0632 \u06cc\u06a9 \u0645\u0648\u0631\u062f \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a &#8211; \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0646\u0642\u0627\u0637 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0628\u062f\u0646 \u0627\u0646\u0633\u0627\u0646 \u0647\u0633\u062a\u0646\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u06af\u0631\u0627\u0646 \u0642\u06cc\u0645\u062a \u0631\u062f\u06cc\u0627\u0628\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u0646\u062f. \u06a9\u0646\u062a\u0631\u0644 \u0631\u0648\u0628\u0627\u062a\u06cc\u06a9 \u0647\u0648\u0627\u06cc\u06cc \u0631\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u0639\u0635\u0631 \u062c\u062f\u06cc\u062f\u06cc \u0627\u0632 \u0628\u06cc\u0627\u0646 \u062e\u0648\u062f \u0627\u0646\u0633\u0627\u0646 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0641\u0632\u0648\u062f\u0647 \u0648 \u0648\u0627\u0642\u0639\u06cc\u062a \u0645\u062c\u0627\u0632\u06cc \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 id=\"yoloandposeestimation\"><span class=\"ez-toc-section\" id=\"yolo_%d9%88_%d8%aa%d8%ae%d9%85%db%8c%d9%86_%d9%be%d9%88%d8%b3\"><\/span>YOLO \u0648 \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0633<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><em>\u06cc\u0648\u0644\u0648 (\u0634\u0645\u0627 \u0641\u0642\u0637 \u06cc\u06a9 \u0628\u0627\u0631 \u0646\u06af\u0627\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f)<\/em> \u06cc\u06a9 \u0645\u062a\u062f\u0648\u0644\u0648\u0698\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062e\u0627\u0646\u0648\u0627\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0627\u0633\u062a.  \u0627\u0632 \u0632\u0645\u0627\u0646 \u0622\u063a\u0627\u0632 \u0628\u0647 \u06a9\u0627\u0631 \u062f\u0631 \u0633\u0627\u0644 2015\u060c YOLOv1\u060c YOLOv2 (YOLO9000) \u0648 YOLOv3 \u062a\u0648\u0633\u0637 \u0647\u0645\u0627\u0646 \u0646\u0648\u06cc\u0633\u0646\u062f\u0647(\u0647\u0627) \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0634\u062f\u0647 \u0627\u0646\u062f &#8211; \u0648 \u062c\u0627\u0645\u0639\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062f\u0631 \u0633\u0627\u0644 \u0647\u0627\u06cc \u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631 \u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u062f.<\/p>\n<p><a target=\"_blank\" rel=\"nofollow noopener noreferrer\" href=\"https:\/\/github.com\/ultralytics\/yolov5\">Ultralytics&#8217; YOLOv5<\/a> \u0627\u0648\u0644\u06cc\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af YOLO \u062f\u0631 PyTorch \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u0647\u0631 \u0632\u0645\u0627\u0646 \u062f\u06cc\u06af\u0631\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u062f\u0644\u06cc\u0644 \u0627\u0635\u0644\u06cc \u06a9\u0647 YOLOv5 \u0686\u0646\u06cc\u0646 \u062c\u0627\u06cc\u06af\u0627\u0647\u06cc \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0647 \u0627\u0633\u062a API \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u067e\u06cc\u0631\u0627\u0645\u0648\u0646 \u0622\u0646 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc \u0631\u0627 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0639\u0645\u0644\u0627\u064b \u0647\u0645\u0647 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0633\u062a\u0646\u062f export \u0642\u0627\u0644\u0628\u200c\u0628\u0646\u062f\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0632 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627\u06cc \u0634\u06af\u0641\u062a\u200c\u0627\u0646\u06af\u06cc\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u06a9\u0644 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0647\u0645 \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u0647\u0645 \u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>YOLOv5 \u0647\u0646\u0648\u0632 \u067e\u0631\u0648\u0698\u0647 \u0627\u0635\u0644\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0627\u0633\u062a\u060c \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u062e\u0627\u0632\u0646 \u06a9\u0647 \u0647\u062f\u0641\u0634\u0627\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a \u0631\u0648\u0634 YOLO \u0627\u0633\u062a\u060c \u0628\u0627 YOLOv5 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u06cc\u0647 \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u06cc\u06a9 API \u0645\u0634\u0627\u0628\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f (\u06cc\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0641\u0648\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0645\u06cc\u200c\u0633\u0627\u0632\u0646\u062f. \u0631\u0648\u06cc \u0628\u0627\u0644\u0627\u06cc \u0622\u0646).  \u0686\u0646\u06cc\u0646 \u0645\u0648\u0631\u062f\u06cc \u0627\u0633\u062a <a rel=\"nofollow noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2105.04206\"><em>YOLOR (\u0634\u0645\u0627 \u0641\u0642\u0637 \u06cc\u06a9 \u0646\u0645\u0627\u06cc\u0634 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u06cc\u062f)<\/em><\/a>  \u0648 YOLOv7 \u06a9\u0647 \u0633\u0627\u062e\u062a \u0631\u0648\u06cc \u0628\u0627\u0644\u0627\u06cc YOLOR (\u0647\u0645\u0627\u0646 \u0646\u0648\u06cc\u0633\u0646\u062f\u0647) \u06a9\u0647 \u0622\u062e\u0631\u06cc\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u0631\u0648\u0634 YOLO \u0627\u0633\u062a.<\/p>\n<p>YOLOv7 \u0641\u0642\u0637 \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0646\u06cc\u0633\u062a &#8211; \u0633\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc (\u0627\u0633\u06a9\u0644\u062a \u0647\u0627) \u0631\u0627 \u062e\u0631\u0648\u062c\u06cc \u062f\u0627\u062f\u0647 \u0648 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062c\u0639\u0628\u0647 \u0645\u0631\u0632\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f\u060c \u06a9\u0647 \u062f\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc YOLO \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0646\u0628\u0648\u062f.  \u0627\u06cc\u0646 \u062a\u0639\u062c\u0628 \u0622\u0648\u0631 \u0646\u06cc\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0648\u0638\u0627\u06cc\u0641 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u060c \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0645\u0639\u0645\u0627\u0631\u06cc \u0639\u0645\u0648\u0645\u06cc \u0645\u0634\u062a\u0631\u06a9\u060c \u0628\u0627 \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0633\u062a\u0647 \u0628\u0647 \u0642\u0628\u0644\u060c \u0645\u062c\u062f\u062f\u0627\u064b \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0646\u062f. \u0631\u0648\u06cc \u0648\u0638\u06cc\u0641\u0647  \u0627\u06af\u0631\u0686\u0647 \u062c\u0627\u06cc \u062a\u0639\u062c\u0628 \u0646\u06cc\u0633\u062a &#8211; \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u062c\u062f\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 YOLO \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u06a9\u0647 \u0627\u0632 \u0686\u0646\u062f \u0633\u0627\u0644 \u067e\u06cc\u0634 \u0639\u0645\u0644\u0627\u064b \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u0627\u0632 \u0647\u0645\u0647 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632\u0647\u0627\u06cc \u062f\u0648 \u0645\u0631\u062d\u0644\u0647\u200c\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0631\u0627 \u0622\u063a\u0627\u0632 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<blockquote>\n<p>\u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0642\u0637\u0639\u0647\u200c\u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0627\u0632 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632\u0647\u0627\u06cc \u062f\u0648 \u0645\u0631\u062d\u0644\u0647\u200c\u0627\u06cc\u060c \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0632 \u0647\u0645\u06cc\u0634\u0647 \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f.<\/p>\n<\/blockquote>\n<p>\u062e\u0648\u062f \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u00abbag-of-freebies\u00bb \u0645\u06cc\u200c\u06af\u0648\u06cc\u0646\u062f \u06a9\u0647 \u062f\u0642\u062a \u0631\u0627 \u0628\u062f\u0648\u0646 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<h2 id=\"installingyolov7\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1_%d8%ad%d8%a7%d9%84_%d9%86%d8%b5%d8%a8_yolov7\"><\/span>\u062f\u0631 \u062d\u0627\u0644 \u0646\u0635\u0628 YOLOv7<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u067e\u06cc\u0634 \u0628\u0631\u0648\u06cc\u0645 \u0648 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u0632 GitHub \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">! git clone https:\/\/github.com\/WongKinYiu\/yolov7.git\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 <code>yolov7<\/code> \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062a\u062d\u062a \u0641\u0647\u0631\u0633\u062a \u06a9\u0627\u0631\u06cc \u0641\u0639\u0644\u06cc \u0634\u0645\u0627\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">%cd yolov7\n!ls\n\n\/Users\/macbookpro\/jup\/yolov7\nLICENSE.md       detect.py        models           tools\nREADME.md        export.py        paper            train.py\ncfg              figure           requirements.txt train_aux.py\ndata             hubconf.py       scripts          utils\ndeploy           inference        test.py\n<\/code><\/pre>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u0647\u0646\u06af\u0627\u0645 \u062a\u0645\u0627\u0633 <code>!cd dirname<\/code>\u060c \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0633\u0644\u0648\u0644 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f.  \u0647\u0646\u06af\u0627\u0645 \u062a\u0645\u0627\u0633 <code>%cd dirname<\/code>\u060c \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645 \u0633\u0644\u0648\u0644 \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u0646\u06cc\u0632 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0633\u067e\u0631\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u0647\u0631 \u0632\u0645\u0627\u0646 \u06a9\u0647 \u06a9\u062f\u06cc \u0631\u0627 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0648\u0632\u0646 \u0647\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u062f &#8211; \u0622\u0646\u0647\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0632\u060c \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0648\u0632\u0646\u0647 \u0647\u0627\u06cc \u0645\u062f\u0644 YOLOv7 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0646 \u06a9\u0627\u0631 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 <code>\/releases\/download\/<\/code> \u0628\u0631\u06af\u0647 \u0631\u0648\u06cc GitHub:<\/p>\n<pre><code class=\"hljs\">! curl -L https:\/\/github.com\/WongKinYiu\/yolov7\/releases\/download\/v0<span class=\"hljs-number\">.1<\/span>\/yolov7-w6-pose.pt -o yolov7-w6-pose.pt\n\n  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n                                 Dload  Upload   Total   Spent    Left  Speed\n  <span class=\"hljs-number\">0<\/span>     <span class=\"hljs-number\">0<\/span>    <span class=\"hljs-number\">0<\/span>     <span class=\"hljs-number\">0<\/span>    <span class=\"hljs-number\">0<\/span>     <span class=\"hljs-number\">0<\/span>      <span class=\"hljs-number\">0<\/span>      <span class=\"hljs-number\">0<\/span> --:--:-- --:--:-- --:--:--     <span class=\"hljs-number\">0<\/span>\n<span class=\"hljs-number\">100<\/span>  153M  <span class=\"hljs-number\">100<\/span>  153M    <span class=\"hljs-number\">0<\/span>     <span class=\"hljs-number\">0<\/span>  3742k      <span class=\"hljs-number\">0<\/span>  <span class=\"hljs-number\">0<\/span>:<span class=\"hljs-number\">00<\/span>:<span class=\"hljs-number\">42<\/span>  <span class=\"hljs-number\">0<\/span>:<span class=\"hljs-number\">00<\/span>:<span class=\"hljs-number\">42<\/span> --:--:-- 4573k\n<\/code><\/pre>\n<p>\u0639\u0627\u0644\u06cc \u0627\u0633\u062a\u060c \u0645\u0627 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f\u06cc\u0645 <code>yolov7-w6-pose.pt<\/code> \u0641\u0627\u06cc\u0644 \u0648\u0632\u0646\u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0648 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<h2 id=\"loadingtheyolov7poseestimationmodel\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1_%d8%ad%d8%a7%d9%84_%d8%a8%d8%a7%d8%b1%da%af%db%8c%d8%b1%db%8c_%d9%85%d8%af%d9%84_%d8%aa%d8%ae%d9%85%db%8c%d9%86_%d9%be%d9%88%d8%b3_yolov7\"><\/span>\u062f\u0631 \u062d\u0627\u0644 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0633 YOLOv7<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f import \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0632\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> torch\n<span class=\"hljs-keyword\">from<\/span> torchvision <span class=\"hljs-keyword\">import<\/span> transforms\n\n<span class=\"hljs-keyword\">from<\/span> utils.datasets <span class=\"hljs-keyword\">import<\/span> letterbox\n<span class=\"hljs-keyword\">from<\/span> utils.general <span class=\"hljs-keyword\">import<\/span> non_max_suppression_kpt\n<span class=\"hljs-keyword\">from<\/span> utils.plots <span class=\"hljs-keyword\">import<\/span> output_to_keypoint, plot_skeleton_kpts\n\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">import<\/span> cv2\n<span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n<\/code><\/pre>\n<p><code>torch<\/code>  \u0648 <code>torchvision<\/code> \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0633\u0627\u062f\u0647 \u0647\u0633\u062a\u0646\u062f &#8211; YOLOv7 \u0628\u0627 PyTorch \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 <code>utils.datasets<\/code>\u060c <code>utils.general<\/code> \u0648 <code>utils.plots<\/code> \u0645\u0627\u0698\u0648\u0644 \u0647\u0627 \u0627\u0632 \u067e\u0631\u0648\u0698\u0647 YOLOv7 \u0645\u06cc \u0622\u06cc\u0646\u062f \u0648 \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u0646\u062f \u06a9\u0647 \u0628\u0647 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. \u0631\u0648\u06cc.  \u0627\u0632 \u062c\u0645\u0644\u0647 \u0622\u0646\u0647\u0627 \u0647\u0633\u062a\u0646\u062f <code>letterbox()<\/code> \u0628\u0631\u0627\u06cc \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u062a\u0635\u0648\u06cc\u0631\u060c <code>non_max_supression_keypoint()<\/code> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Non-Max Suppression \u0631\u0648\u06cc \u062e\u0631\u0648\u062c\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0645\u062f\u0644 \u0648 \u062a\u0648\u0644\u06cc\u062f \u06cc\u06a9 \u062e\u0631\u0648\u062c\u06cc \u062a\u0645\u06cc\u0632 \u0628\u0631\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631 \u0645\u0627\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 <code>output_to_keypoint()<\/code> \u0648 <code>plot_skeleton_kpts()<\/code> \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0648\u062f\u0646 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0634\u062e\u0635\u060c \u067e\u0633 \u0627\u0632 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0622\u0646\u0647\u0627.<\/p>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644 \u0631\u0627 \u0627\u0632 \u0641\u0627\u06cc\u0644 \u0648\u0632\u0646 \u0628\u0627 <code>torch.load()<\/code>.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u06cc\u06a9 GPU \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a\u060c \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0622\u0646 \u0631\u0627 \u062f\u0631 \u062d\u0627\u0644\u062a \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645 \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u0648\u062c\u0648\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647 GPU \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">load_model<\/span>():<\/span>\n    device = torch.device(<span class=\"hljs-string\">\"cuda:0\"<\/span> <span class=\"hljs-keyword\">if<\/span> torch.cuda.is_available() <span class=\"hljs-keyword\">else<\/span> <span class=\"hljs-string\">\"cpu\"<\/span>)\n    model = torch.load(<span class=\"hljs-string\">'yolov7\/yolov7-w6-pose.pt'<\/span>, map_location=device)(<span class=\"hljs-string\">'model'<\/span>)\n    \n    model.<span class=\"hljs-built_in\">float<\/span>().<span class=\"hljs-built_in\">eval<\/span>()\n\n    <span class=\"hljs-keyword\">if<\/span> torch.cuda.is_available():\n        \n        \n        model.half().to(device)\n    <span class=\"hljs-keyword\">return<\/span> model\n\nmodel = load_model()\n<\/code><\/pre>\n<p>\u0628\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f a \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 <code>run_inference()<\/code> \u0631\u0648\u0634\u06cc \u06a9\u0647 \u0631\u0634\u062a\u0647 \u0627\u06cc \u0631\u0627 \u0645\u06cc \u067e\u0630\u06cc\u0631\u062f \u06a9\u0647 \u0628\u0647 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0627\u0634\u0627\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0645\u0627  \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV \u0645\u06cc \u062e\u0648\u0627\u0646\u062f (<code>cv2<\/code>)\u060c \u0622\u0646 \u0631\u0627 \u0628\u0627 \u067e\u062f <code>letterbox()<\/code>\u060c \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627 \u0631\u0627 \u0631\u0648\u06cc \u0622\u0646 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062f\u0633\u062a\u0647 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f (\u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0648 \u0637\u0628\u0642 \u0645\u0639\u0645\u0648\u0644 \u0627\u0646\u062a\u0638\u0627\u0631 \u062f\u0633\u062a\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0627\u0631\u062f):<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">run_inference<\/span>(<span class=\"hljs-params\">url<\/span>):<\/span>\n    image = cv2.imread(url) \n    \n    image = letterbox(image, <span class=\"hljs-number\">960<\/span>, stride=<span class=\"hljs-number\">64<\/span>, auto=<span class=\"hljs-literal\">True<\/span>)(<span class=\"hljs-number\">0<\/span>) \n    \n    image = transforms.ToTensor()(image) \n    \n    image = image.unsqueeze(<span class=\"hljs-number\">0<\/span>) \n    output, _ = model(image) \n    <span class=\"hljs-keyword\">return<\/span> output, image\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u062a\u0635\u0648\u06cc\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0627\u06cc\u0645 (\u0632\u06cc\u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0635\u0644 \u0648 \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0622\u0646) \u0648 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644.  \u0627\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627 \u062d\u0627\u0648\u06cc 45900 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u06a9\u062b\u0631 \u0622\u0646\u0647\u0627 \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u062f\u0627\u0631\u0646\u062f.  \u0645\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 Non-Max Suppression \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062e\u0627\u0645 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u0645\u060c \u062f\u0631\u0633\u062a \u0645\u0627\u0646\u0646\u062f \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 (\u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062c\u0639\u0628\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0632\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0633\u067e\u0633 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0648 \u0622\u0633\u062a\u0627\u0646\u0647 IoU\u060c \u0622\u0646\u0647\u0627 \u00ab\u0645\u062d\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u00bb).  \u067e\u0633 \u0627\u0632 \u0633\u0631\u06a9\u0648\u0628\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0647\u0631 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0622\u0646:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">visualize_output<\/span>(<span class=\"hljs-params\">output, image<\/span>):<\/span>\n    output = non_max_suppression_kpt(output, \n                                     <span class=\"hljs-number\">0.25<\/span>, \n                                     <span class=\"hljs-number\">0.65<\/span>, \n                                     nc=model.yaml(<span class=\"hljs-string\">'nc'<\/span>), \n                                     nkpt=model.yaml(<span class=\"hljs-string\">'nkpt'<\/span>), \n                                     kpt_label=<span class=\"hljs-literal\">True<\/span>)\n    <span class=\"hljs-keyword\">with<\/span> torch.no_grad():\n        output = output_to_keypoint(output)\n    nimg = image(<span class=\"hljs-number\">0<\/span>).permute(<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">0<\/span>) * <span class=\"hljs-number\">255<\/span>\n    nimg = nimg.cpu().numpy().astype(np.uint8)\n    nimg = cv2.cvtColor(nimg, cv2.COLOR_RGB2BGR)\n    <span class=\"hljs-keyword\">for<\/span> idx <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(output.shape(<span class=\"hljs-number\">0<\/span>)):\n        plot_skeleton_kpts(nimg, output(idx, <span class=\"hljs-number\">7<\/span>:).T, <span class=\"hljs-number\">3<\/span>)\n    plt.figure(figsize=(<span class=\"hljs-number\">12<\/span>, <span class=\"hljs-number\">12<\/span>))\n    plt.axis(<span class=\"hljs-string\">'off'<\/span>)\n    plt.imshow(nimg)\n    plt.show()\n<\/code><\/pre>\n<p>\u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631\u060c \u0628\u0631\u0627\u06cc \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc\u060c \u0645\u0627\u0646\u0646\u062f <code>karate.jpg<\/code> \u062f\u0631 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0627\u0635\u0644\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645\u060c Non-Max Suppression \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 \u0648 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632:<\/p>\n<pre><code class=\"hljs\">output, image = run_inference(<span class=\"hljs-string\">'..\/basketball.jpg'<\/span>) \nvisualize_output(output, image)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u062f\u0631:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/pose-estimationkeypoint-detection-with-yolov7-in-python-2.png\" alt=\"\" title=\"\"><\/p>\n<p>\u06cc\u0627 \u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631:<\/p>\n<pre><code class=\"hljs\">output, image = run_inference(<span class=\"hljs-string\">'..\/karate.jpg'<\/span>) \nvisualize_output(output, image)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/pose-estimationkeypoint-detection-with-yolov7-in-python-1.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0646\u0633\u0628\u062a\u0627\u064b \u062f\u0634\u0648\u0627\u0631 \u0627\u0633\u062a!  \u0628\u06cc\u0634\u062a\u0631 \u0628\u0627\u0632\u0648\u06cc \u0631\u0627\u0633\u062a \u062a\u0645\u0631\u06cc\u0646 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u067e\u0646\u0647\u0627\u0646 \u0627\u0633\u062a \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u062f\u0644 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0645\u062e\u0641\u06cc \u0627\u0633\u062a \u0648 \u062f\u0631 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0628\u062f\u0646 \u0627\u0633\u062a\u060c \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u0631\u0646\u062c \u062e\u0645 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f \u0648 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0628\u0627\u0632\u0648 \u062f\u0631 \u062c\u0644\u0648 \u0628\u0627\u0634\u062f.  \u062a\u0645\u0631\u06cc\u0646 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc \u0633\u0645\u062a \u0686\u067e\u060c \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0648\u0627\u0636\u062d\u200c\u062a\u0631 \u062f\u06cc\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u062d\u062a\u06cc \u0628\u0627 \u06cc\u06a9 \u067e\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p>\u062f\u0631 \u0648\u0627\u0642\u0639 &#8211; \u0634\u062e\u0635\u06cc \u06a9\u0647 \u062f\u0631 \u067e\u0634\u062a \u0646\u0634\u0633\u062a\u0647 \u0627\u0633\u062a\u060c <em>\u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u0628\u0631\u0627\u06cc \u062f\u0648\u0631\u0628\u06cc\u0646 \u0646\u0627\u0645\u0631\u0626\u06cc \u0627\u0633\u062a<\/em> \u0698\u0633\u062a \u0622\u0646\u0647\u0627 \u0638\u0627\u0647\u0631\u0627\u064b \u062f\u0631\u0633\u062a \u062a\u062e\u0645\u06cc\u0646 \u0632\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0648\u0636\u0639\u06cc\u062a \u0628\u0627\u0633\u0646 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0646\u0634\u0633\u062a\u0646  \u06a9\u0627\u0631 \u0639\u0627\u0644\u06cc \u0631\u0648\u06cc \u0627\u0632 \u0637\u0631\u0641 \u0634\u0628\u06a9\u0647!<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 &#8211; \u0646\u06af\u0627\u0647\u06cc \u06a9\u0648\u062a\u0627\u0647 \u0628\u0647 YOLOv7 \u0627\u0646\u062f\u0627\u062e\u062a\u0647\u200c\u0627\u06cc\u0645\u060c \u0622\u062e\u0631\u06cc\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u062e\u0627\u0646\u0648\u0627\u062f\u0647 YOLO\u060c \u06a9\u0647 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f. \u0631\u0648\u06cc \u062f\u0631 \u0628\u0627\u0644\u0627\u06cc YOLOR\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f \u0631\u0627 \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u062f\u0631 \u0627\u06a9\u062b\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 YOLO \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p>\u0633\u067e\u0633 \u0646\u06af\u0627\u0647\u06cc \u0627\u0646\u062f\u0627\u062e\u062a\u06cc\u0645 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0648\u0632\u0646 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u0645\u060c \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0633\u0627\u0632\u06cc\u0645 \u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0632 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u0633\u0627\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645\u060c \u06a9\u0647 \u0646\u062a\u0627\u06cc\u062c \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-03 18:48:03<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;13992&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u062a\u062e\u0645\u06cc\u0646 \u0645\u0648\u0642\u0639\u06cc\u062a\\\/\u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f \u0628\u0627 YOLOv7 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 6<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0645\u06cc\u062f\u0627\u0646 \u0628\u0632\u0631\u06af\u06cc \u062f\u0631 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":13993,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-13992","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/13992","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=13992"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/13992\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/13993"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=13992"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=13992"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=13992"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}